{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting pectin extraction yield from FTIR ($\\textbf{X}_1$) and carbohydrate microarray ($\\textbf{X}_2$) data using Multiblock Partial Least Squares regression (MB-PLS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*The data used in this notebook originates from [1]. Further information, analysis and results can be found in the paper. If you re-use and/or re-distribute the data provided please cite the following paper to acknowledge the authorship [1].*\n",
    "\n",
    "In this example we use Multiblock Partial Least Squares regression to predict the pectin extraction yield for samples, which were measured on FTIR and Carbohydrate Microarrays during the extraction process. The aim is to establish a prediction model and to investigate how much each measurement block contributes to the prediction of the extraction yield. In addition, MB-PLS gives us the opportunity to interpret the prediction model further, i.e. with respect to how different extraction groups relate to this prediction model.\n",
    "\n",
    "We recommend that you check out the *FTIR_PLS.pynb* and *Carbohydrate_Microarray_PLS.pynb* prior to working on this notebook. These two notebooks elaborate on modeling pectin yield using both data sets independently (single block PLS)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dependencies and data\n",
    "If you encounter errors in this section you might need to install some of the python packages stated below (or upgrade)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mbpls.data.get_data import load_Intro_Data\n",
    "from scipy.io import loadmat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Following dataset were loaded as Pandas Dataframes: \n",
      " dict_keys(['extraction1', 'ftir1', 'ftir3', 'extraction3', 'ftir2', 'extraction2'])\n"
     ]
    }
   ],
   "source": [
    "data = load_Intro_Data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X1 part\n",
    "ftir1 = data['ftir1']\n",
    "ftir2 = data['ftir2']\n",
    "ftir3 = data['ftir3']\n",
    "# X2 part\n",
    "carb1 = data['extraction1']\n",
    "carb2 = data['extraction2']\n",
    "carb3 = data['extraction3']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create $\\textbf{X}_1$ and $\\textbf{X}_2$\n",
    "To get started with our MB-PLS modeling we merge all dataframes across the sample dimension, meaning that extractions 1, 2 and 3 are merged for FTIR ($\\textbf{X}_1$), carbohydrate microarray ($\\textbf{X}_2$) and pectin yield ($\\textbf{Y}$) data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = pd.concat((ftir1, ftir2, ftir3))\n",
    "x2 = pd.concat((carb1, carb2, carb3))\n",
    "x2.index = x1.index\n",
    "y = np.array(x2.index)\n",
    "wavenumbers = x1.columns\n",
    "x1x2 = pd.concat((x1, x2), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find number of latent variables using Leave-One-Out Cross Validation\n",
    "To find the right number of latent variables (LV) we perform cross validation. Scikit-learn makes it easy for us using the cross_val_predict function. We simply re-model the data using different numbers of latent variables and plot the resulting Mean Square Errors (MSE). We pick the number of latent variables where the MSE is minimal to avoid overfitting and to induce as much complexity for our model to obtain most accurate results. Please be aware that the data size is very limited. Therefore, we are risking to overfit. In general, it is recommended to perform 5-fold Cross Validation (CV). However, due to the small sample size we use Leave-One-Out CV."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mbpls.mbpls import MBPLS\n",
    "from sklearn.model_selection import cross_val_predict\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "MSEs = []\n",
    "for lv in range(15):\n",
    "    mbpls = MBPLS(n_components=lv+1)\n",
    "    prediction = cross_val_predict(mbpls, x1x2, y, cv=len(x1x2))\n",
    "    prediction = pd.DataFrame(prediction)\n",
    "    MSEs.append(mean_squared_error(prediction, y))\n",
    "\n",
    "plt.plot(np.arange(1,16), MSEs)\n",
    "plt.xlabel('number of LVs', fontsize=16)\n",
    "plt.xticks(np.arange(1,16), np.arange(1,16))\n",
    "plt.ylabel('LOO-CV MSE', fontsize=16)\n",
    "plt.title('Find the right number of LVs', fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot resulting calibration curve and evaluate model \n",
    "Our plot above indicates that 3 LVs are necessary to establish our MBPLS model. We choose 3 instead of 6 LVs to avoid overfitting due to the small sample size. We re-model using 3 LVs and plot the resulting calibration to evaluate the Mean Square Error (MSE) of cross validation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mbpls.mbpls import MBPLS\n",
    "from sklearn.model_selection import cross_val_predict\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "mbpls = MBPLS(n_components=3)\n",
    "prediction = cross_val_predict(mbpls, x1x2, y, cv=len(x1x2))\n",
    "prediction = pd.DataFrame(prediction)\n",
    "y = pd.DataFrame(y)\n",
    "prediction = pd.concat((prediction, y), axis=1)\n",
    "prediction.columns=['predicted yield [g]', 'known yield [g]']\n",
    "prediction.plot.scatter(x='known yield [g]', y='predicted yield [g]')\n",
    "plt.plot([prediction.min().min(), prediction.max().max()], \n",
    "         [prediction.min().min(), prediction.max().max()], color='red')\n",
    "plt.ylabel(prediction.columns[0], fontsize=16)\n",
    "plt.xlabel(prediction.columns[1], fontsize=16)\n",
    "plt.title('MSE = {:.6f} $g^2$'.format(mean_squared_error(prediction['known yield [g]'], \n",
    "                                    prediction['predicted yield [g]'])), fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpret Multiblock PLS model\n",
    "Up to now we have done nothing different than prediction modeling. Although we have used MB-PLS the solution is equivalent to PLS. Further information on how the model is fitted can be found here:\n",
    "\n",
    "https://mbpls.readthedocs.io/en/latest/mbpls.html\n",
    "\n",
    "Now, we want to find out more about how each individual block contributes to the prediction of the final pectin yield. To do so we fit an $\\texttt{MBPLS}$ estimator and look at the results using the built-in $\\texttt{plot}$ method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mbpls = MBPLS(n_components=3)\n",
    "mbpls.fit(X=[x1, x2], Y=y)\n",
    "# Plot results for the first 3 components (=LVs)\n",
    "mbpls.plot(num_components=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The results above show a lot of information. Let's summarize what we can see from these results.**\n",
    "\n",
    "1. Component 1 (= LV1) explains 92.3% of variance in pectin yield ($\\textbf{Y}$).\n",
    "2. For the explanation of these 92.3% block $\\textbf{X}_1$ is of 98% and block $\\textbf{X}_2$ of 2% importance.\n",
    "3. Because block $\\textbf{X}_1$ is of major importance to explain most of the variance in pectin yield we can go ahead and look further at the block Loadings and scores for this component. We merged our data in the sequence extraction 1 (samples 1-23), extraction 2 (samples 24-30) and extraction 3 (samples 31-37). It turns out that the latent variable loading of component one indicates the FTIR spectral regions which explain differences in pectin yield at different time points during extraction.\n",
    "4. Component 2 explains 3.9% variance in pectin yield. Once again the FTIR block $\\textbf{X}_1$ is of most importance. Looking at the block scores we can see that it differentiates between enzymatic extractions 1 and 2 and acid extraction 3.\n",
    "5. Component 3 explains only 1.1% of the variance in pectin yield. In this component the carbohydrate microarray data block $\\textbf{X}_2$ contained more important information (78% importance). Looking at the block scores one can find out which samples are highly affected by this component - mainly sample 35 and other samples of the acidic extraction 3. The block loading helps to indentify which of the 30 monoclonal antibodies and/or carbohydrate binding modules were responsible for these samples to vary from the rest. \n",
    "6. We can conclude that FTIR data is of most importance for prediction of pectin yield. However, the data from the carbohydrate microarrays contribute to the prediction model slightly and can explain minor differences between the different samples. However, these results should be handled carfeully because of the small data size and, hence, insufficient validation of the underlying prediction models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correct block importance for different number of features (variables) in the blocks $\\textbf{X}_1$ and $\\textbf{X}_2$\n",
    "\n",
    "The block importance measure depends on the number of features in each block. The FTIR data ($\\textbf{X}_1$) contained 143 features, while the carbohydrate microarray data ($\\textbf{X}_2$) contained only 30 features. In such cases it might be desriable to correct the block importance for such differences to represent a more realistic result. With our MBPLS package we have built in a corrected measure which yields the corrected block importance for component $k$ and block $i$ such that: \n",
    "\n",
    "$BIP_{corr,ik} = BIP_{ik} \\cdot (1- \\frac{p_i}{p_{total}})$\n",
    "\n",
    "In the table below BIPs and block size corrected BIPs are presented for our example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Block Importances [%] in each latent variable are:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LV1</th>\n",
       "      <th>LV2</th>\n",
       "      <th>LV3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FTIR</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carb Micr Array</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  LV1   LV2   LV3\n",
       "FTIR             0.98  0.96  0.24\n",
       "Carb Micr Array  0.02  0.04  0.76"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('The Block Importances [%] in each latent variable are:')\n",
    "BIP = pd.DataFrame(mbpls.A_.round(2), columns=['LV1', 'LV2', 'LV3'],\n",
    "                   index=['FTIR', 'Carb Micr Array'])\n",
    "BIP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The corrected Block Importances [%] in each latent variable are:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LV1</th>\n",
       "      <th>LV2</th>\n",
       "      <th>LV3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FTIR</th>\n",
       "      <td>0.92</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carb Micr Array</th>\n",
       "      <td>0.08</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.94</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  LV1   LV2   LV3\n",
       "FTIR             0.92  0.85  0.06\n",
       "Carb Micr Array  0.08  0.15  0.94"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('The corrected Block Importances [%] in each latent variable are:')\n",
    "BIP_corrected = pd.DataFrame(mbpls.A_corrected_.round(2),\n",
    "                columns=['LV1', 'LV2', 'LV3'], index=['FTIR', 'Carb Micr Array'])\n",
    "BIP_corrected"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explorative analysis - Let's look a bit closer at the ($\\textbf{X}_1$) results\n",
    "As discussed above we can identify certain patterns in the block scores and loadings. Let's go ahead and look a bit closer at these results. Below you can see how the block scores and loadings are extracted from the mbpls model for further analysis. We scatter the block scores of the three latent variables against each other and color them according to extraction type. Extraction 3 was carried using acid. Again, we can see the difference between acidic and enzymatic pectin extracts. This difference is decribed mostly by latent variable 2. If we look at the loading for LV2 we can identify spectral regions which differentiate between acidic and enzymatic extracted pectin. Further analysis of these results is well in line with the chemical interpretation in [1].\n",
    "\n",
    "The block scores and loadings shown below are the similar to the results from the *plot* method output. However, we simply aim to exemplify how to extract the data from the model and use it for further ad-hoc analysis. To compare these loadings to the actual FTIR block data we have plotted the spectra for all extractions below as well. The spectral greyscale is resembling the pectin yield (dark - lowest; white - highest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 646.725x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# extract FTIR (X1) block scores from fitted mbpls model\n",
    "block_scores_x1 = mbpls.T_[0]\n",
    "\n",
    "# extract FTIR (X1) loadings from fitted mbpls model\n",
    "block_loadings_x1 = mbpls.P_[0].T\n",
    "\n",
    "# inverse transform loadings if standardize option was used during fitting \n",
    "# (by default) \n",
    "block_loadings_x1 = np.hstack([mbpls.x_scalers_[0].inverse_transform(loading)\n",
    "                            .reshape(-1, 1) for loading in block_loadings_x1])\n",
    "\n",
    "# Generate a vector which indicates color type for each sample according to \n",
    "# extraction 1, 2 and 3\n",
    "import itertools\n",
    "colors = [['Extraction 1']*23, ['Extraction 2']*7, ['Extraction 3']*7]\n",
    "colors = list(itertools.chain(*colors))\n",
    "colors = pd.DataFrame(colors, columns=['Type'])\n",
    "\n",
    "# Generate pandas dataframes for easy plotting using seaborn\n",
    "block_scores_x1 = pd.DataFrame(block_scores_x1, columns=['LV1', 'LV2', 'LV3'])\n",
    "block_scores_x1 = pd.concat((block_scores_x1, colors), axis=1)\n",
    "block_loadings_x1 = pd.DataFrame(block_loadings_x1, \n",
    "                            columns=['LV1', 'LV2', 'LV3'], index=wavenumbers)\n",
    "\n",
    "# Plot block scores using pairs plot\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "sns.pairplot(block_scores_x1, hue=\"Type\")\n",
    "plt.suptitle('Block Scores Pair Plot')\n",
    "plt.figure(figsize=(9,5))\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Plot FTIR (X1) loadings\n",
    "sns.lineplot(data=block_loadings_x1, palette=\"tab10\", linewidth=2.5)\n",
    "plt.title('Block Loadings $X_1$', fontsize=18)\n",
    "plt.xlabel('wavenumbers [$cm^{-1}$]', fontsize=16);\n",
    "\n",
    "# Plot function to plot FTIR spectra and color them according extraction \n",
    "# yield\n",
    "def plot_spectra(spectra, ax, name):\n",
    "    pectin_yield = np.array(spectra.index)\n",
    "    color_code = (pectin_yield - pectin_yield.min())\n",
    "    color_code = color_code / color_code.max()\n",
    "    color_code = color_code[:]\n",
    "    for spectrum, color in zip(np.array(spectra), color_code):\n",
    "        ax.plot(wavenumbers, spectrum, color=(color, color, color),\n",
    "                linewidth=2)\n",
    "        ax.set_title(name, fontsize=18)\n",
    "        ax.set_xlabel('wavenumber $cm^{-1}$', fontsize=16)\n",
    "        plt.tight_layout()\n",
    "\n",
    "# Plot FTIR spectra in groups of extractions for explorative data \n",
    "# analysis\n",
    "fig, ax = plt.subplots(figsize=(8,5))\n",
    "plot_spectra(x1, ax, 'Extraction1-3 ($X_1$)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explorative analysis - Let's look closer at the $\\textbf{X}_2$ results\n",
    "We perform the same analysis as above, but this time for the carbohydrate microarray block ($\\textbf{X}_2$). Above we said that Block $\\textbf{X}_2$ was most important in LV3. When we look at block scores and loadings for LV3 we can see that one sample of extraction 3 performed as an outlier. This sample could have been measured incorrectly. We can also see that all samples from extraction 1 and 2 (enzymatic) were not really affected by LV3 because they lay all close together and indicate scores around zero in LV3. LV3 was therefore most important for the samples from acidic extraction 3. However, we want to keep in mind that LV3 explains only 1.2% variance in pectin yield."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 646.725x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# extract Carb. Micr. Array (X2) block scores from fitted mbpls model\n",
    "block_scores_x2 = mbpls.T_[1]\n",
    "\n",
    "# extract Carb. Micr. (X2) loadings from fitted mbpls model\n",
    "block_loadings_x2 = mbpls.P_[1].T\n",
    "\n",
    "# inverse transform loadings if standardize option was used during fitting \n",
    "# (by default) \n",
    "block_loadings_x2 = np.hstack([mbpls.x_scalers_[1].inverse_transform(loading)\n",
    "                            .reshape(-1, 1) for loading in block_loadings_x2])\n",
    "\n",
    "# Generate pandas dataframes for easy plotting using seaborn\n",
    "import itertools\n",
    "colors = [['Extraction 1']*23, ['Extraction 2']*7, ['Extraction 3']*7]\n",
    "colors = list(itertools.chain(*colors))\n",
    "colors = pd.DataFrame(colors, columns=['Type'])\n",
    "\n",
    "block_scores_x2 = pd.DataFrame(block_scores_x2, columns=['LV1', 'LV2', 'LV3'])\n",
    "block_scores_x2 = pd.concat((block_scores_x2, colors), axis=1)\n",
    "block_loadings_x2 = pd.DataFrame(block_loadings_x2, \n",
    "                            columns=['LV1', 'LV2', 'LV3'], index=x2.columns)\n",
    "\n",
    "# Plot block scores using pairs plot\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "sns.pairplot(block_scores_x2, hue=\"Type\")\n",
    "plt.suptitle('Block Scores Pair Plot')\n",
    "\n",
    "# Plot Carb. Micr. Array (X2) loadings\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.set(style=\"whitegrid\")\n",
    "sns.lineplot(data=block_loadings_x2, palette=\"tab10\", linewidth=2.5, \n",
    "             sort=False)\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Block Loadings $X_2$', fontsize=18)\n",
    "plt.xlabel('monoclonal antibody/CBM', fontsize=16);\n",
    "\n",
    "# Plot Carb. Micr. Array data for comparison and exploratory data analysis\n",
    "plt.figure(figsize=(9,12))\n",
    "sns.heatmap(x2, annot=True, cbar=False)\n",
    "plt.title('all Extractions concatenated', fontsize=18)\n",
    "plt.xlabel('monoclonal Antibody / CBM', fontsize=16)\n",
    "plt.ylabel('Pectin yield', fontsize=16);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[1] Baum, Andreas, et al. \"Prediction of pectin yield and quality by FTIR and carbohydrate microarray analysis.\" Food and Bioprocess Technology 10.1 (2017): 143-154."
   ]
  }
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